The graph of irreducible parabolic subgroups is a combinatorial object associated to an Artin-Tits group A defined so as to coincide with the curve graph of the (n + 1)-times punctured disk when A is Artin's braid group on (n + 1) strands. In this case, it is a hyperbolic graph, by the celebrated Masur-Minsky's theorem. Hyperbolicity of the graph of irreducible parabolic subgroups for more general Artin-Tits groups is an important open question. In this paper, we give a partial affirmative answer.For n 3, we show that the graph of irreducible parabolic subgroups associated to the Artin-Tits group of spherical type Bn is also isomorphic to the curve graph of the (n + 1)-times punctured disk; hence, it is hyperbolic.For n 2, we show that the graphs of irreducible parabolic subgroups associated to the Artin-Tits groups of euclidean type An and Cn are isomorphic to some subgraphs of the curve graph of the (n + 2)-times punctured disk which are not quasi-isometrically embedded. We prove nonetheless that these graphs are hyperbolic.